Latest Research in Multimodal Medical Vision

202 research papers · 0.0 average citations · 2026 median publication year

Top Research Topics in Multimodal Medical Vision

Highest-Cited Papers

  1. RadVLM: a multitask conversational vision-language model for radiology (2 citations)
  2. Addressing Span Imbalance and Semantic Complexity in Nested Medical Named Entity Recognition
  3. Mechanistic Discovery in Complex Diseases through Multi-Modal AI and Knowledge Graphs
  4. LIDR-TB: large language model-integrated platform for traceable drug repurposing in tuberculosis
  5. Facial emotional responses to visual representations of deprived experiences in ICE environments: an exploratory analog space mission case study
  6. Artificial intelligence and laboratory biomarkers in veterinary medicine: an update about machine learning applications
  7. A multi-channel modal fusion hypergraph convolutional neural network for Tibetan medicinal material classification
  8. Integrating knowledge from case reports: a medical ontology based multimodal information system with structured summary
  9. On Convergence Behavior of Randomized Kaczmarz-type Methods for Solving Doubly Noisy Linear Systems
  10. Pretrained Medical Representations for the Practical Screening of Drug Repositioning Candidates
  11. Guideline-grounded retrieval-augmented generation for ophthalmic clinical decision support
  12. Compliance for Free: Learning Identifiable Impedance via Bilateral Teleoperation
  13. Learning How Much, Not Just What: Cross-Patient Burden Order for CT Vision-Language Pretraining
  14. Semantically Calibrated Evidence Composition for CT Vision-Language Learning
  15. Graph-Supervised Hierarchical Clinical Alignment for Radiology Report Generation with Large Language Models
  16. SurgRAW: Multi-Agent Workflow with Chain of Thought Reasoning for Robotic Surgical Video Analysis
  17. Advances in Sensing Techniques and Deep Learning for Food Quality Detection: Opportunities, Challenges, and Perspectives from Image Recognition to Multimodal Data Fusion
  18. Reporting Practice Matters: The Impact of Reference Choice on Chest X-ray Report Evaluation
  19. Hyperbolic Graph Representation Learning for Differential Diagnosis on Biomedical Knowledge Graphs
  20. A visual large language foundational model for medical image recognition using clinician-contributed online resources

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L2 Region - - 2026 Sep Q3

Multimodal Medical Vision

202 papers

Top Topics (10)

Computer Vision and Pattern Recognition55
Artificial Intelligence20
Computation and Language11
Robotics7
Machine Learning6
Topic Modeling5
Biomedical Text Mining and Ontologies5
Multimodal Machine Learning Applications5
Optimization and Control5
Machine Learning in Healthcare4

Top Publications (20)

1.RadVLM: a multitask conversational vision-language model for radiology2c2.Addressing Span Imbalance and Semantic Complexity in Nested Medical Named Entity Recognition3.Mechanistic Discovery in Complex Diseases through Multi-Modal AI and Knowledge Graphs4.LIDR-TB: large language model-integrated platform for traceable drug repurposing in tuberculosis5.Facial emotional responses to visual representations of deprived experiences in ICE environments: an exploratory analog space mission case study6.Artificial intelligence and laboratory biomarkers in veterinary medicine: an update about machine learning applications7.A multi-channel modal fusion hypergraph convolutional neural network for Tibetan medicinal material classification8.Integrating knowledge from case reports: a medical ontology based multimodal information system with structured summary9.On Convergence Behavior of Randomized Kaczmarz-type Methods for Solving Doubly Noisy Linear Systems10.Pretrained Medical Representations for the Practical Screening of Drug Repositioning Candidates11.Guideline-grounded retrieval-augmented generation for ophthalmic clinical decision support12.Compliance for Free: Learning Identifiable Impedance via Bilateral Teleoperation13.Learning How Much, Not Just What: Cross-Patient Burden Order for CT Vision-Language Pretraining14.Semantically Calibrated Evidence Composition for CT Vision-Language Learning15.Graph-Supervised Hierarchical Clinical Alignment for Radiology Report Generation with Large Language Models16.SurgRAW: Multi-Agent Workflow with Chain of Thought Reasoning for Robotic Surgical Video Analysis17.Advances in Sensing Techniques and Deep Learning for Food Quality Detection: Opportunities, Challenges, and Perspectives from Image Recognition to Multimodal Data Fusion18.Reporting Practice Matters: The Impact of Reference Choice on Chest X-ray Report Evaluation19.Hyperbolic Graph Representation Learning for Differential Diagnosis on Biomedical Knowledge Graphs20.A visual large language foundational model for medical image recognition using clinician-contributed online resources

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